{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关注公众号【Python读财】，选择“星标”公众号，重磅干货，第一时间送达"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://upload-images.jianshu.io/upload_images/8316927-0fb816f497f6e7f5.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导包和数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sns.set_style('white',{'font.sans-serif':['simhei','Arial']})\n",
    "pd.set_option(\"display.max_column\", None)\n",
    "pd.set_option(\"display.max_row\",None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"./data/lagou.csv\"\n",
    "df = pd.read_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', '_id', 'adWord', 'appShow', 'approve', 'businessZones',\n",
       "       'city', 'companyFullName', 'companyId', 'companyLabelList',\n",
       "       'companyLogo', 'companyShortName', 'companySize', 'createTime',\n",
       "       'deliver', 'district', 'education', 'explain', 'financeStage',\n",
       "       'firstType', 'formatCreateTime', 'gradeDescription', 'hitags',\n",
       "       'imState', 'industryField', 'industryLables', 'isHotHire',\n",
       "       'isSchoolJob', 'jobNature', 'lastLogin', 'latitude', 'linestaion',\n",
       "       'longitude', 'pcShow', 'plus', 'positionAdvantage', 'positionId',\n",
       "       'positionLables', 'positionName', 'promotionScoreExplain',\n",
       "       'publisherId', 'resumeProcessDay', 'resumeProcessRate', 'salary',\n",
       "       'score', 'secondType', 'skillLables', 'stationname', 'subwayline',\n",
       "       'thirdType', 'workYear', 'job_detail'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 取出我们进行后续分析所需的字段\n",
    "columns = [\"positionName\", \"companyShortName\", \"city\", \"companySize\", \"education\", \"financeStage\",\n",
    "           \"industryField\", \"salary\", \"workYear\", \"hitags\", \"companyLabelList\", \"job_detail\"]\n",
    "df = df[columns].drop_duplicates() #去重"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析目标\n",
    "- 各城市对数据分析岗位的需求情况\n",
    "- 不同细分领域对数据分析岗的需求情况\n",
    "- 数据分析岗位的薪资状况\n",
    "- 工作经验与薪水的关系\n",
    "- 公司都要求什么掌握什么技能\n",
    "- 岗位的学历要求高吗\n",
    "- 不同规模的企业对工资经验的要求以及提供的薪资水平"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 去掉非数据分析岗的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2939"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 原始数据长度\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1326"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据分析相应的岗位数量\n",
    "cond_1 = df[\"positionName\"].str.contains(\"数据分析\")  # 职位名中含有数据分析字眼的\n",
    "cond_2 = ~df[\"positionName\"].str.contains(\"实习\")  # 剔除掉带实习字眼的\n",
    "len(df[cond_1 & cond_2][\"positionName\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 筛选出我们想要的字段，并剔除positionName\n",
    "df = df[cond_1 & cond_2]\n",
    "df.drop([\"positionName\"], axis=1, inplace=True)\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将拉勾网的薪水转化为数值\n",
    "拉勾网爬取下来的薪水是一个区间，这里用薪水区间的均值作为相应职位的薪水"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理过程\n",
    "#1、将salary中的字符串均小写化（因为存在8k-16k和8K-16K）\n",
    "#2、运用正则表达式提取出薪资区间\n",
    "#3、将提取出来的数字转化为int型\n",
    "#4、取区间的平均值\n",
    "df[\"salary\"] = df[\"salary\"].str.lower()\\\n",
    "               .str.extract(r'(\\d+)[k]-(\\d+)k')\\\n",
    "               .applymap(lambda x:int(x))\\\n",
    "               .mean(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 从job_detail中提取出技能要求\n",
    "将技能分为以下几类：\n",
    "- Python/R\n",
    "- SQL\n",
    "- Tableau\n",
    "- Excel\n",
    "\n",
    "处理方式：\n",
    "如果job_detail中含有上述四类，则赋值为1，不含有则为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"job_detail\"] = df[\"job_detail\"].str.lower().fillna(\"\")  #将字符串小写化，并将缺失值赋值为空字符串\n",
    "\n",
    "df[\"Python/R\"] = df[\"job_detail\"].map(lambda x:1 if ('python' in x) or ('r' in x) else 0)\n",
    "df[\"SQL\"] = df[\"job_detail\"].map(lambda x:1 if ('sql' in x) or ('hive' in x)  else 0)\n",
    "df[\"Tableau\"] = df[\"job_detail\"].map(lambda x:1 if 'tableau' in x  else 0)\n",
    "df[\"Excel\"] = df[\"job_detail\"].map(lambda x:1 if 'excel' in x  else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>companyShortName</th>\n",
       "      <th>city</th>\n",
       "      <th>companySize</th>\n",
       "      <th>education</th>\n",
       "      <th>financeStage</th>\n",
       "      <th>industryField</th>\n",
       "      <th>salary</th>\n",
       "      <th>workYear</th>\n",
       "      <th>hitags</th>\n",
       "      <th>companyLabelList</th>\n",
       "      <th>job_detail</th>\n",
       "      <th>Python/R</th>\n",
       "      <th>SQL</th>\n",
       "      <th>Tableau</th>\n",
       "      <th>Excel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>达达-京东到家</td>\n",
       "      <td>北京</td>\n",
       "      <td>2000人以上</td>\n",
       "      <td>本科</td>\n",
       "      <td>D轮及以上</td>\n",
       "      <td>消费生活</td>\n",
       "      <td>22.5</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>['免费班车', '新婚红包', '定期调薪', '电脑补贴', '生子红包', '地铁周边...</td>\n",
       "      <td>['年底双薪', '绩效奖金', '岗位晋升', '定期体检']</td>\n",
       "      <td>1 、负责o2o电商日常运营数据的统计, 监控, 梳理指标体系；||2、基于海量用户行为数据...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  companyShortName city companySize education financeStage industryField  \\\n",
       "0          达达-京东到家   北京     2000人以上        本科        D轮及以上          消费生活   \n",
       "\n",
       "   salary workYear                                             hitags  \\\n",
       "0    22.5     3-5年  ['免费班车', '新婚红包', '定期调薪', '电脑补贴', '生子红包', '地铁周边...   \n",
       "\n",
       "                   companyLabelList  \\\n",
       "0  ['年底双薪', '绩效奖金', '岗位晋升', '定期体检']   \n",
       "\n",
       "                                          job_detail  Python/R  SQL  Tableau  \\\n",
       "0  1 、负责o2o电商日常运营数据的统计, 监控, 梳理指标体系；||2、基于海量用户行为数据...         1    1        0   \n",
       "\n",
       "   Excel  \n",
       "0      1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 处理行业信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_industry(industry):\n",
    "    industry = industry.split(\",\")\n",
    "    if industry[0]==\"移动互联网\" and len(industry)>1:\n",
    "        return industry[1]\n",
    "    else:\n",
    "        return industry[0]\n",
    "\n",
    "df[\"industryField\"] = df.industryField.map(clean_industry)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各城市对数据分析岗位的需求量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "sns.countplot(y=\"city\",order= df[\"city\"].value_counts().index,data=df,color='#3c7f99')\n",
    "plt.box(False)\n",
    "fig.text(x=0.04, y=0.90, s='           各城市数据分析岗位的需求量           ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.5, color='#3c7f99')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 不同细分领域对数据分析岗的需求量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "industry_index = df[\"industryField\"].value_counts()[:10].index\n",
    "industry =df.loc[df[\"industryField\"].isin(industry_index),\"industryField\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "sns.countplot(y=industry.values,order = industry_index,color='#3c7f99')\n",
    "plt.box(False)\n",
    "fig.text(x=0, y=0.90, s='         细分领域数据分析岗位的需求量（取前十）     ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.5, color='#3c7f99')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各城市相应岗位的薪资状况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "city_order = df.groupby(\"city\")[\"salary\"].mean()\\\n",
    "               .sort_values()\\\n",
    "               .index.tolist()\n",
    "sns.barplot(x=\"city\", y=\"salary\", order=city_order, data=df, ci=95,palette=\"RdBu_r\")\n",
    "fig.text(x=0.04, y=0.90, s='              各城市的薪资水平对比              ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.tick_params(axis=\"both\",labelsize=16,)\n",
    "ax.yaxis.grid(which='both', linewidth=0.5, color='black')\n",
    "ax.set_yticklabels([\" \",\"5k\",\"10k\",\"15k\",\"20k\"])\n",
    "plt.box(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x18f51dd1be0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "fig.text(x=0.04, y=0.90, s='           一线城市的薪资分布对比             ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "sns.kdeplot(df[df[\"city\"]=='北京'][\"salary\"],shade=True,label=\"北京\")\n",
    "sns.kdeplot(df[df[\"city\"]=='上海'][\"salary\"],shade=True,label=\"上海\")\n",
    "sns.kdeplot(df[df[\"city\"]=='广州'][\"salary\"],shade=True,label=\"广州\")\n",
    "sns.kdeplot(df[df[\"city\"]=='深圳'][\"salary\"],shade=True,label=\"深圳\")\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "plt.box(False)\n",
    "plt.xticks(np.arange(0,61,10), [str(i)+\"k\" for i in range(0,61,10)])\n",
    "plt.yticks([])\n",
    "plt.legend(fontsize = 'xx-large',fancybox=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作经验与薪水的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = df.pivot_table(index=\"city\",columns=\"workYear\",values=\"salary\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = corr[[\"应届毕业生\",\"1-3年\",\"3-5年\",\"5-10年\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>workYear</th>\n",
       "      <th>应届毕业生</th>\n",
       "      <th>1-3年</th>\n",
       "      <th>3-5年</th>\n",
       "      <th>5-10年</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>city</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>西安</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>长沙</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>18.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成都</th>\n",
       "      <td>10.500000</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>15.833333</td>\n",
       "      <td>18.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>厦门</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.375000</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>武汉</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>17.300000</td>\n",
       "      <td>22.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州</th>\n",
       "      <td>8.727273</td>\n",
       "      <td>10.915094</td>\n",
       "      <td>18.508621</td>\n",
       "      <td>24.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>南京</th>\n",
       "      <td>12.500000</td>\n",
       "      <td>11.625000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>苏州</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10.583333</td>\n",
       "      <td>20.750000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳</th>\n",
       "      <td>10.333333</td>\n",
       "      <td>15.268116</td>\n",
       "      <td>23.400000</td>\n",
       "      <td>32.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>杭州</th>\n",
       "      <td>12.500000</td>\n",
       "      <td>13.619048</td>\n",
       "      <td>20.612245</td>\n",
       "      <td>30.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>11.038462</td>\n",
       "      <td>16.268868</td>\n",
       "      <td>23.722628</td>\n",
       "      <td>30.097826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京</th>\n",
       "      <td>10.190476</td>\n",
       "      <td>17.361111</td>\n",
       "      <td>24.008475</td>\n",
       "      <td>32.446809</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "workYear      应届毕业生       1-3年       3-5年      5-10年\n",
       "city                                                \n",
       "西安        12.000000   6.250000  11.000000        NaN\n",
       "天津              NaN   8.500000   9.000000        NaN\n",
       "长沙              NaN  10.500000  11.000000  18.250000\n",
       "成都        10.500000   9.500000  15.833333  18.333333\n",
       "厦门        10.000000  11.375000  14.400000        NaN\n",
       "武汉         9.000000   6.666667  17.300000  22.250000\n",
       "广州         8.727273  10.915094  18.508621  24.800000\n",
       "南京        12.500000  11.625000  21.000000        NaN\n",
       "苏州              NaN  10.583333  20.750000  30.000000\n",
       "深圳        10.333333  15.268116  23.400000  32.181818\n",
       "杭州        12.500000  13.619048  20.612245  30.900000\n",
       "上海        11.038462  16.268868  23.722628  30.097826\n",
       "北京        10.190476  17.361111  24.008475  32.446809"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr.loc[city_order]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 51.34375, ''), Text(69.078125, 0.5, ''))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(10,8))\n",
    "sns.heatmap(corr.loc[df[\"city\"].value_counts().index],cmap=\"RdBu_r\",center=20,annot=True,annot_kws={'fontsize':14})\n",
    "plt.tick_params(axis='x', which='major', labelsize=16)\n",
    "plt.tick_params(axis='y', which='major', labelsize=16,labelrotation=0)\n",
    "plt.xlabel(\"\"),plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 技能要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "职位技能需求：\n",
      "Python/R： 0.6078431372549019\n",
      "SQL： 0.6070889894419306\n",
      "Excel： 0.3310708898944193\n",
      "Tableau： 0.09502262443438914\n"
     ]
    }
   ],
   "source": [
    "py_rate = df[\"Python/R\"].value_counts(normalize=True).loc[1]\n",
    "sql_rate = df[\"SQL\"].value_counts(normalize=True).loc[1]\n",
    "tableau_rate = df[\"Tableau\"].value_counts(normalize=True).loc[1]\n",
    "excel_rate = df[\"Excel\"].value_counts(normalize=True).loc[1]\n",
    "print(\"职位技能需求：\")\n",
    "print(\"Python/R：\",py_rate)\n",
    "print(\"SQL：\",sql_rate)\n",
    "print(\"Excel：\",excel_rate)\n",
    "print(\"Tableau：\",tableau_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![玉玦图（线形）.jpg](https://upload-images.jianshu.io/upload_images/8316927-8344a996af4e0f83.jpg?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_level(x):\n",
    "    if x[\"Python/R\"] == 1:\n",
    "        x[\"skill\"] = \"Python/R\"\n",
    "    elif x[\"SQL\"] == 1:\n",
    "        x[\"skill\"] = \"SQL\"\n",
    "    elif x[\"Excel\"] == 1:\n",
    "        x[\"skill\"] = \"Excel\"\n",
    "    else:\n",
    "        x[\"skill\"] = \"其他\"\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.apply(get_level,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '技能')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "fig.text(x=0.02, y=0.90, s='             不同技能的薪资水平对比            ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "sns.boxplot(y=\"skill\",x=\"salary\",data=df.loc[df.skill!=\"其他\"],palette=\"husl\",order=[\"Python/R\",\"SQL\",\"Excel\"])\n",
    "plt.tick_params(axis=\"both\",labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.75)\n",
    "plt.xticks(np.arange(0,61,10), [str(i)+\"k\" for i in range(0,61,10)])\n",
    "plt.box(False)\n",
    "plt.xlabel('工资', fontsize=18)\n",
    "plt.ylabel('技能', fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "education = df[\"education\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts.commons.utils import JsCode\n",
    "def new_label_opts():\n",
    "        return opts.LabelOpts(formatter=JsCode(\"学历要求\"))\n",
    "pie = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(education.index, np.round(education.values,4))],\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        radius=[\"50%\",\"75%\"],\n",
    "        label_opts=new_label_opts()\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"\"),\n",
    "        legend_opts=opts.LegendOpts(\n",
    "                is_show=False\n",
    "            )\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {d}%\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "    <div id=\"366ac33487574e0eb253dc1c6856077f\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        var chart_366ac33487574e0eb253dc1c6856077f = echarts.init(\n",
       "            document.getElementById('366ac33487574e0eb253dc1c6856077f'), 'white', {renderer: 'canvas'});\n",
       "        var option_366ac33487574e0eb253dc1c6856077f = {\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u672c\\u79d1\",\n",
       "                    \"value\": 0.8356\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u4e13\",\n",
       "                    \"value\": 0.0633\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e0d\\u9650\",\n",
       "                    \"value\": 0.0611\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7855\\u58eb\",\n",
       "                    \"value\": 0.04\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"50%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {d}%\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u672c\\u79d1\",\n",
       "                \"\\u5927\\u4e13\",\n",
       "                \"\\u4e0d\\u9650\",\n",
       "                \"\\u7855\\u58eb\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {}\n",
       "    ]\n",
       "};\n",
       "        chart_366ac33487574e0eb253dc1c6856077f.setOption(option_366ac33487574e0eb253dc1c6856077f);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x18f51e5cc88>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pie.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 不同规模的公司在招人要求上的差异"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "company_size_map = {\n",
    "    \"2000人以上\": 6,\n",
    "    \"500-2000人\": 5,\n",
    "    \"150-500人\": 4,\n",
    "    \"50-150人\": 3,\n",
    "    \"15-50人\": 2,\n",
    "    \"少于15人\": 1\n",
    "}\n",
    "workYear_map = {\n",
    "    \"5-10年\": 5,\n",
    "    \"3-5年\": 4,\n",
    "    \"1-3年\": 3,\n",
    "    \"1年以下\": 2,\n",
    "    \"应届毕业生\": 1\n",
    "}\n",
    "df[\"company_size\"] = df[\"companySize\"].map(company_size_map)\n",
    "df[\"work_year\"] = df[\"workYear\"].map(workYear_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.sort_values(by=\"company_size\",ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_plot = df.loc[~df.work_year.isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "color_map = {\n",
    "    5:\"#ff0000\",\n",
    "    4:\"#ffa500\",\n",
    "    3:\"#c5b783\",\n",
    "    2:\"#3c7f99\",\n",
    "    1:\"#0000cd\"\n",
    "}\n",
    "df_plot[\"color\"] = df_plot.work_year.map(color_map)\n",
    "df_plot.reset_index(drop=True,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def seed_scale_plot():\n",
    "    seeds=np.arange(5)+1\n",
    "    y=np.zeros(len(seeds),dtype=int)\n",
    "    s=seeds*100\n",
    "    colors=['#ff0000', '#ffa500', '#c5b783', '#3c7f99', '#0000cd'][::-1] \n",
    "    fig,ax=plt.subplots(figsize=(12,1))\n",
    "    plt.scatter(seeds,y,s=s,c=colors,alpha=0.3)\n",
    "    plt.scatter(seeds,y,c=colors)\n",
    "    plt.box(False)\n",
    "    plt.grid(False)\n",
    "    plt.xticks(ticks=seeds,labels=list(workYear_map.keys())[::-1],fontsize=14)\n",
    "    plt.yticks(np.arange(1),labels=['  经验：'],fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "fig.text(x=0.03, y=0.92, s='            不同规模公司的用人需求差异          ', fontsize=32, \n",
    "         weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "plt.scatter(df_plot.salary, df_plot[\"companySize\"],  s=df_plot[\"work_year\"]*100 ,alpha=0.35,c=df_plot[\"color\"])\n",
    "plt.scatter(df_plot.salary, df_plot[\"companySize\"], c=df_plot[\"color\"].values.tolist())\n",
    "plt.tick_params(axis='both', which='both', length=0)\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.75)\n",
    "plt.xticks(np.arange(0,61,10), [str(i)+\"k\" for i in range(0,61,10)])\n",
    "plt.xlabel('工资', fontsize=18)\n",
    "plt.box(False)\n",
    "seed_scale_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_skill = df.loc[(df[\"companySize\"]==\"2000人以上\")&(df.skill!=\"其他\")][\"skill\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Python/R    0.760234\n",
       "SQL         0.178363\n",
       "Excel       0.061404\n",
       "Name: skill, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_skill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "sns.barplot(x=df_skill.index,y=df_skill.values, color='#3c7f99')\n",
    "plt.box(False)\n",
    "\n",
    "fig.text(x=0.08, y=0.9, s='             大公司对技能的要求占比         ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#c5b783')\n",
    "plt.tick_params(axis='both', which='major', labelsize=16)\n",
    "ax.yaxis.grid(which='both', linewidth=0.5, color='#3c7f99')\n"
   ]
  }
 ],
 "metadata": {
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   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
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    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  "toc": {
   "base_numbering": 1,
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   "number_sections": true,
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   "title_cell": "Table of Contents",
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   "toc_position": {
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    "left": "10px",
    "top": "150px",
    "width": "284px"
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   "toc_section_display": true,
   "toc_window_display": false
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  "varInspector": {
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   "types_to_exclude": [
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